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We devise a distributional variant of gradient temporal-difference (TD) learning. Distributional reinforcement learning has been demonstrated to outperform the regular one in the recent study \citep{bellemare2017distributional}. In the…

机器学习 · 计算机科学 2019-04-04 Chao Qu , Shie Mannor , Huan Xu

A new model of search based on stochastic resetting is introduced, wherein rate of resets depends explicitly on time elapsed since the beginning of the process. It is shown that rate inversely proportional to time leads to paradoxical…

统计力学 · 物理学 2019-09-11 Łukasz Kuśmierz , Taro Toyoizumi

We study large deviation probabilities for a sum of dependent random variables from a heavy-tailed factor model, assuming that the components are regularly varying. We identify conditions where both the factor and the idiosyncratic terms…

概率论 · 数学 2007-12-05 Boualem Djehiche , Jens Svensson

A constrained diffusive random walk of n steps and a random flight in Rd, which can be expressed in the same terms, were investigated independently in recent papers. The n steps of the walk are identically and independently distributed…

统计力学 · 物理学 2010-07-28 G. Le Caer

Statistical agent-based models for crime have shown that repeat victimization can lead to predictable crime hotspots (see e.g. Short et al., Math. Models Methods Appl., 2008), then a recent study in one space dimension (Chaturapruek et al.,…

物理与社会 · 物理学 2018-05-10 Chaohao Pan , Bo Li , Chuntian Wang , Yuqi Zhang , Nathan Geldner , Li Wang , Andrea Bertozzi

Recent analysis of empirical data [F. Radicchi, A. Baronchelli & L.A.N. Amaral. PloS ONE 7, e029910 (2012)] showed that humans adopt L\'evy flight strategies when exploring the bid space in on-line auctions. A game theoretical model proved…

物理与社会 · 物理学 2012-06-21 Filippo Radicchi , Andrea Baronchelli

We consider the sparse contextual bandit problem where arm feature affects reward through the inner product of sparse parameters. Recent studies have developed sparsity-agnostic algorithms based on the greedy arm selection policy. However,…

In distributed statistical learning, $N$ samples are split across $m$ machines and a learner wishes to use minimal communication to learn as well as if the examples were on a single machine. This model has received substantial interest in…

机器学习 · 计算机科学 2019-03-19 Jayadev Acharya , Christopher De Sa , Dylan J. Foster , Karthik Sridharan

Standard and anomalous transport in incompressible flow is investigated using multiscale techniques. Eddy-diffusivities emerge from the multiscale analysis through the solution of an auxiliary equation. From the latter it is derived an…

凝聚态物理 · 物理学 2009-10-22 L. Biferale , A. Crisanti , M. Vergassola , A. Vulpiani

We consider the problem of optimizing lifetime consumption under a habit formation model, both with and without an exogenous pension. Unlike much of the existing literature, we apply a power utility to the ratio of consumption to habit,…

投资组合管理 · 定量金融 2023-05-09 Snezhana Kirusheva , Thomas S. Salisbury

Bat algorithm is a population metaheuristic proposed in 2010 which is based on the echolocation or bio-sonar characteristics of microbats. Since its first implementation, the bat algorithm has been used in a wide range of fields. In this…

神经与进化计算 · 计算机科学 2016-04-15 Eneko Osaba , Xin-She Yang , Fernando Diaz , Pedro Lopez-Garcia , Roberto Carballedo

Exploiting the coherent medium approximation, random walk among sites distributed randomly in space is investigated when the jump rate depends on the distance between two adjacent sites. In one dimension, it is shown that when the jump rate…

统计力学 · 物理学 2021-09-27 Takashi Odagaki

The critical behavior of the O(2) model on dilute Levy graphs built on a 2D square lattice is analyzed. Different qualitative cases are probed, varying the exponent rho governing the dependence on the distance of the connectivity…

统计力学 · 物理学 2014-11-21 Miguel Ibáñez Berganza , Luca Leuzzi

The greedy walk is a deterministic walk that always moves from its current position to the nearest not yet visited point. In this paper we consider the greedy walk on an inhomogeneous Poisson point process on the real line. Our primary…

概率论 · 数学 2016-11-30 Katja Gabrysch , Erik Thörnblad

A greedy personality is usually accompanied by arrogance and confidence. This work investigates the cooperation success condition in the context of biased payoff allocation and self-confidence. The first component allows the organizer in a…

物理与社会 · 物理学 2023-07-28 Chaoqian Wang , Wenqiang Zhu , Attila Szolnoki

Levy flights, characterized by the microscopic step index f, are for f<2 (the case of rare events) considered in short range and long range quenched random force fields with arbitrary vector character to first loop order in an expansion…

统计力学 · 物理学 2009-10-31 Hans C. Fogedby

In classical diffusion, particle step-sizes have a Gaussian distribution. However, in superdiffusion, they have power-law tails, with transport dominated by rare, long L\'evy flights. Similarly, if the time interval between scattering…

高能天体物理现象 · 物理学 2025-10-08 Naixin Liang , Siang Peng Oh

We introduce a multidimensional walk with memory and random tendency. The asymptotic behaviour is characterized, proving a law of large numbers and showing a phase transition from diffusive to superdiffusive regimes. In first case, we…

概率论 · 数学 2020-10-09 Manuel González-Navarrete

This article proposes the first known algorithm that achieves a constant-factor approximation of the minimum length tour for a Dubins' vehicle through $n$ points on the plane. By Dubins' vehicle, we mean a vehicle constrained to move at…

机器人学 · 计算机科学 2007-05-23 Ketan Savla , Emilio Frazzoli , Francesco Bullo

The recent realization of a "Levy glass" (a three-dimensional optical material with a Levy distribution of scattering lengths) has motivated us to analyze its one-dimensional analogue: A linear chain of barriers with independent spacings s…

无序系统与神经网络 · 物理学 2009-01-29 C. W. J. Beenakker , C. W. Groth , A. R. Akhmerov